A Monte Carlo Method for 3D Radiative Transfer Equations with Multifractional Singular Kernels

10/10/2022
by   Christophe Gomez, et al.
0

We propose in this work a Monte Carlo method for three dimensional scalar radiative transfer equations with non-integrable, space-dependent scattering kernels. Such kernels typically account for long-range statistical features, and arise for instance in the context of wave propagation in turbulent atmosphere, geophysics, and medical imaging in the peaked-forward regime. In contrast to the classical case where the scattering cross section is integrable, which results in a non-zero mean free time, the latter here vanishes. This creates numerical difficulties as standard Monte Carlo methods based on a naive regularization exhibit large jump intensities and an increased computational cost. We propose a method inspired by the finance literature based on a small jumps - large jumps decomposition, allowing us to treat the small jumps efficiently and reduce the computational burden. We demonstrate the performance of the approach with numerical simulations and provide a complete error analysis. The multifractional terminology refers to the fact that the high frequency contribution of the scattering operator is a fractional Laplace-Beltrami operator on the unit sphere with space-dependent index.

READ FULL TEXT
research
11/09/2022

Frozen Gaussian Sampling for Scalar Wave Equations

In this article, we introduce the frozen Gaussian sampling (FGS) algorit...
research
02/03/2018

Isotropic Scattering in a Flatland Half-Space

We solve the Milne, constant-source and albedo problems for isotropic sc...
research
09/16/2018

A Reciprocal Formulation of Nonexponential Radiative Transfer. 2: Monte Carlo Estimation and Diffusion Approximation

When lifting the assumption of spatially-independent scattering centers ...
research
06/13/2020

Numerical analysis for inchworm Monte Carlo method: Sign problem and error growth

We consider the numerical analysis of the inchworm Monte Carlo method, w...
research
01/15/2023

Unified Gas-Kinetic Particle Method for Frequency-dependent Radiation Transport

This paper proposes a unified gas-kinetic particle (UGKP) method for the...
research
01/21/2019

A Monte Carlo Framework for Rendering Speckle Statistics in Scattering Media

We present a Monte Carlo rendering framework for the physically-accurate...
research
06/11/2019

Generalized Langevin equations for systems with local interactions

We present a new method to approximate the Mori-Zwanzig (MZ) memory inte...

Please sign up or login with your details

Forgot password? Click here to reset